diff --git a/docs/inference-providers/providers/hf-inference.md b/docs/inference-providers/providers/hf-inference.md
index 91b700cab..70cc53357 100644
--- a/docs/inference-providers/providers/hf-inference.md
+++ b/docs/inference-providers/providers/hf-inference.md
@@ -73,7 +73,7 @@ Find out more about Feature Extraction [here](../tasks/feature_extraction).
 
 <InferenceSnippet
     pipeline=feature-extraction
-    providersMapping={ {"hf-inference":{"modelId":"BAAI/bge-large-en-v1.5","providerModelId":"BAAI/bge-large-en-v1.5"} } }
+    providersMapping={ {"hf-inference":{"modelId":"intfloat/multilingual-e5-large","providerModelId":"intfloat/multilingual-e5-large"} } }
 />
 
 
@@ -93,7 +93,7 @@ Find out more about Image Classification [here](../tasks/image_classification).
 
 <InferenceSnippet
     pipeline=image-classification
-    providersMapping={ {"hf-inference":{"modelId":"Falconsai/nsfw_image_detection","providerModelId":"Falconsai/nsfw_image_detection"} } }
+    providersMapping={ {"hf-inference":{"modelId":"Freepik/nsfw_image_detector","providerModelId":"Freepik/nsfw_image_detector"} } }
 />
 
 
diff --git a/docs/inference-providers/providers/replicate.md b/docs/inference-providers/providers/replicate.md
index e6cab3377..a5c5477ee 100644
--- a/docs/inference-providers/providers/replicate.md
+++ b/docs/inference-providers/providers/replicate.md
@@ -60,7 +60,7 @@ Find out more about Image To Image [here](../tasks/image_to_image).
 
 <InferenceSnippet
     pipeline=image-to-image
-    providersMapping={ {"replicate":{"modelId":"black-forest-labs/FLUX.1-Kontext-dev","providerModelId":"black-forest-labs/flux-kontext-dev"} } }
+    providersMapping={ {"replicate":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"qwen/qwen-image-edit"} } }
 />
 
 
diff --git a/docs/inference-providers/tasks/feature-extraction.md b/docs/inference-providers/tasks/feature-extraction.md
index 129205250..bdb6c786a 100644
--- a/docs/inference-providers/tasks/feature-extraction.md
+++ b/docs/inference-providers/tasks/feature-extraction.md
@@ -38,7 +38,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=feature-extraction
-    providersMapping={ {"hf-inference":{"modelId":"BAAI/bge-large-en-v1.5","providerModelId":"BAAI/bge-large-en-v1.5"},"nebius":{"modelId":"Qwen/Qwen3-Embedding-8B","providerModelId":"Qwen/Qwen3-Embedding-8B"},"sambanova":{"modelId":"intfloat/e5-mistral-7b-instruct","providerModelId":"E5-Mistral-7B-Instruct"},"scaleway":{"modelId":"BAAI/bge-multilingual-gemma2","providerModelId":"bge-multilingual-gemma2"}} }
+    providersMapping={ {"hf-inference":{"modelId":"intfloat/multilingual-e5-large","providerModelId":"intfloat/multilingual-e5-large"},"nebius":{"modelId":"Qwen/Qwen3-Embedding-8B","providerModelId":"Qwen/Qwen3-Embedding-8B"},"sambanova":{"modelId":"intfloat/e5-mistral-7b-instruct","providerModelId":"E5-Mistral-7B-Instruct"},"scaleway":{"modelId":"BAAI/bge-multilingual-gemma2","providerModelId":"bge-multilingual-gemma2"}} }
 />
 
 
diff --git a/docs/inference-providers/tasks/image-classification.md b/docs/inference-providers/tasks/image-classification.md
index 6c3864f8d..c2823909e 100644
--- a/docs/inference-providers/tasks/image-classification.md
+++ b/docs/inference-providers/tasks/image-classification.md
@@ -34,7 +34,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=image-classification
-    providersMapping={ {"hf-inference":{"modelId":"Falconsai/nsfw_image_detection","providerModelId":"Falconsai/nsfw_image_detection"}} }
+    providersMapping={ {"hf-inference":{"modelId":"Freepik/nsfw_image_detector","providerModelId":"Freepik/nsfw_image_detector"}} }
 />
 
 
diff --git a/docs/inference-providers/tasks/image-to-image.md b/docs/inference-providers/tasks/image-to-image.md
index 392614205..23f84dcac 100644
--- a/docs/inference-providers/tasks/image-to-image.md
+++ b/docs/inference-providers/tasks/image-to-image.md
@@ -39,7 +39,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=image-to-image
-    providersMapping={ {"fal-ai":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"fal-ai/qwen-image-edit"},"replicate":{"modelId":"black-forest-labs/FLUX.1-Kontext-dev","providerModelId":"black-forest-labs/flux-kontext-dev"}} }
+    providersMapping={ {"fal-ai":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"fal-ai/qwen-image-edit"},"replicate":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"qwen/qwen-image-edit"}} }
 />
 
 
diff --git a/scripts/inference-providers/package.json b/scripts/inference-providers/package.json
index d05066c11..c52218193 100644
--- a/scripts/inference-providers/package.json
+++ b/scripts/inference-providers/package.json
@@ -15,7 +15,7 @@
   "license": "ISC",
   "dependencies": {
     "@huggingface/inference": "^4.8.0",
-    "@huggingface/tasks": "^0.19.45",
+    "@huggingface/tasks": "^0.19.46",
     "@types/node": "^22.5.0",
     "handlebars": "^4.7.8",
     "node": "^20.17.0",
diff --git a/scripts/inference-providers/pnpm-lock.yaml b/scripts/inference-providers/pnpm-lock.yaml
index 7923578ec..e22cebabf 100644
--- a/scripts/inference-providers/pnpm-lock.yaml
+++ b/scripts/inference-providers/pnpm-lock.yaml
@@ -12,8 +12,8 @@ importers:
         specifier: ^4.8.0
         version: 4.8.0
       '@huggingface/tasks':
-        specifier: ^0.19.45
-        version: 0.19.45
+        specifier: ^0.19.46
+        version: 0.19.46
       '@types/node':
         specifier: ^22.5.0
         version: 22.5.0
@@ -197,8 +197,8 @@ packages:
     resolution: {integrity: sha512-yUZLld4lrM9iFxHCwFQ7D1HW2MWMwSbeB7WzWqFYDWK+rEb+WldkLdAJxUPOmgICMHZLzZGVcVjFh3w/YGubng==}
     engines: {node: '>=18'}
 
-  '@huggingface/tasks@0.19.45':
-    resolution: {integrity: sha512-lM3QOgbfkGZ5gAZOYWOmzMM6BbKcXOIHjgnUAoymTdZEcEcGSr0vy/LWGEiK+vBXC4vU+sCT+WNoA/JZ8TEWdA==}
+  '@huggingface/tasks@0.19.46':
+    resolution: {integrity: sha512-c6F/r7zRQjmyo6Ji8c2TUbdeeu6WAdZxYLRd+G7Xxvfbadi6iDwk2szt/oinC5v5Ljyc2sjzesaqGB6hLWy/DA==}
 
   '@jridgewell/resolve-uri@3.1.2':
     resolution: {integrity: sha512-bRISgCIjP20/tbWSPWMEi54QVPRZExkuD9lJL+UIxUKtwVJA8wW1Trb1jMs1RFXo1CBTNZ/5hpC9QvmKWdopKw==}
@@ -418,11 +418,11 @@ snapshots:
   '@huggingface/inference@4.8.0':
     dependencies:
       '@huggingface/jinja': 0.5.1
-      '@huggingface/tasks': 0.19.45
+      '@huggingface/tasks': 0.19.46
 
   '@huggingface/jinja@0.5.1': {}
 
-  '@huggingface/tasks@0.19.45': {}
+  '@huggingface/tasks@0.19.46': {}
 
   '@jridgewell/resolve-uri@3.1.2': {}